conftrace_

causal structure learning

63 papers

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Also known as

CASTLE CSL

Co-occurring keywords

causal discovery (460) causal inference (1630) directed acyclic graph (245) graphical model (864) structure learning (341) markov equivalence class (37) conditional independence test (37) interventional datum (26) causal structure (88) conditional independence (113)

Papers

Multi-domain Causal Structure Learning in Linear Systems NIPS 2018
Budgeted Experiment Design for Causal Structure Learning ICML 2018
Intervals of Causal Effects for Learning Causal Graphical Models PGM 2018
A Hybrid Causal Search Algorithm for Latent Variable Models PGM 2016
Rate-Agnostic (Causal) Structure Learning NIPS 2015
Order-Independent Constraint-Based Causal Structure Learning JMLR 2014
Characterization and Greedy Learning of Interventional Markov Equivalence Classes of Directed Acyclic Graphs JMLR 2012
Towards Integrative Causal Analysis of Heterogeneous Data Sets and Studies JMLR 2012
Learning Causal Structure from Overlapping Variable Sets AISTATS 2010
Bayesian Sparse Factor Models and DAGs Inference and Comparison NIPS 2009
Search for Additive Nonlinear Time Series Causal Models JMLR 2008
Finding Latent Causes in Causal Networks: an Efficient Approach Based on Markov Blankets NIPS 2008
Using Markov Blankets for Causal Structure Learning JMLR 2008